{"cells":[{"cell_type":"markdown","metadata":{"id":"hfNgi5n71xYN"},"source":["## for sentiment: cardiffnlp/twitter-roberta-base-sentiment-latest\n","\n","## for uncertainty: FacebookAI/roberta-base\n","\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"VzKzjJJb542a"},"outputs":[],"source":["!pip install datasets\n","!pip install evaluate\n","!pip install transformers[torch]\n","!pip install lxml\n","!pip install beautifulsoup4"]},{"cell_type":"code","execution_count":2,"metadata":{"executionInfo":{"elapsed":11394,"status":"ok","timestamp":1711679822879,"user":{"displayName":"Marcel Garz","userId":"11492880614359963597"},"user_tz":-60},"id":"U0AURnZseiom"},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import datasets\n","from datasets import load_dataset, DatasetDict\n","import evaluate\n","from evaluate import evaluator\n","from transformers import AutoTokenizer, AutoModelForSequenceClassification, DataCollatorWithPadding, TrainingArguments, Trainer, pipeline\n","from bs4 import BeautifulSoup\n","from pandas import DataFrame"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"kSFraXwPfZJl"},"outputs":[],"source":["# import Wiki uncertainty corpus, convert to dataframe, tag uncertainty sentences, and save as training data csv\n","with open('wiki.xml', 'r') as f:\n","    data = f.read()\n","\n","wiki_data = BeautifulSoup(data, \"xml\")\n","sentences = wiki_data.find_all('Sentence')\n","\n","data = []\n","for i in range(0,len(sentences)):\n","   rows = [sentences[i].get_text(\"ccue\")]\n","   data.append(rows)\n","\n","data = pd.DataFrame(data)\n","\n","def tag_and_remove_ccue(row):\n","    if 'ccue' in row:\n","        return 1, row.replace('ccue', '')\n","    else:\n","        return 0, row\n","\n","# Apply the function to create a new column and modify the string\n","data['label'], data[0] = zip(*data[0].apply(tag_and_remove_ccue))\n","\n","data.to_csv('wiki_trainingdata.csv', sep=',', index=False, encoding='utf-8')"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":49,"referenced_widgets":["4adb12642e374f0ebececdb9fecc2eb8","ac0b598bb3a9478ea9f87c2d8fb96f39","652ac3b9659848eb8f3de8c5a06f8753","d650e5a82ba845cf831b604d3ae31a64","49204369ae96489e88b7c02aaf9739bf","de29da01fd604eecbd31f3c31a959a3f","16cd22e6fed44bceb460a135ce189062","9c7b89c4380240c08445c6502569ca48","3b2a335ba94a4f4a9331361182aa2496","15bfd59607d5489fb3303c41f656c641","e7ea7febb94f467bac829c41f758ff9e"]},"executionInfo":{"elapsed":1144,"status":"ok","timestamp":1711610136820,"user":{"displayName":"Marcel Garz","userId":"11492880614359963597"},"user_tz":-60},"id":"cHd-rv2avL4K","outputId":"f3d931e0-bab2-4d9f-970e-c2608a28f661"},"outputs":[],"source":["# load training data as in transformer / dataset format\n","dataset = load_dataset(\"csv\", data_files=\"wiki_trainingdata.csv\")\n","\n","dataset = dataset[\"train\"]\n","train_testvalid = dataset.train_test_split(test_size=0.3)\n","test_valid = train_testvalid[\"test\"].train_test_split(test_size=0.5)\n","dataset = DatasetDict({\n","    \"train\": train_testvalid[\"train\"],\n","    \"test\": test_valid[\"test\"],\n","    \"valid\": test_valid[\"train\"]})"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":397,"referenced_widgets":["b2299cb8c82142149ce98d66504c9599","a35b099e686c406eb446d2e4da6cee1f","608fd279e1004f18aee9cce533dac125","2315aec569484562932d318c288b8e32","8cb99444e6a04356849e322862f00016","22a91abe4ab341c1a2c88f3af26237cb","048d380e82cb4ab5862e0d80690d966c","a934a30ae4844bb88afe5717dd29a715","082b16f58c834519a31e03a52c6e556b","c6b581e2eb59453fa0604354c4788c0e","9f060118864a498bb5952381a4b59b72","197f859c52764cdf801be62aa06b268b","b2068fec49624bb280c88a2589fdf7f0","5e7898d4bece47899add7437f54d6bd2","e7c4fec3009d4a41b6fb5461932339f7","5c47e9ad92394da48986e6af3a753f65","ab584adfe0ab4697977082b6ce077a2c","1a48fb90364e4ec781ea15df03b364a3","ba3f1bb480ad4cc78731f1e0d283b224","e6188872df3442e5a8dcbf68020d01a2","6db2f03fda0c4a6299ce5ac863a29b77","6366899a659749d6be62c4d7e3854359","e696e590fc44441e988be82143bc92df","5c7c2b1626764a62be4de97373536138","736c631c7bd445ee9e4ed3fd4b10a2e3","56fec15b1daf487d9ba87bd2fdb8d8b9","362b1948aaff4051b1182692cac86e54","3b347f5477454f578a85f11d6b3392b7","d48c58529df04ff187effcdb9f3aa22e","9a6f41c556c047dcb06ae2bcb39239f8","7034c2308d3e429d9f8d4d8ae3b6f62e","2466114f003b44f69ee98a9040060d07","e531de112da542c5817ae76083375221","3a09b1a278ce4f778d5aedfc879fd5f1","9bf5577e74a14b63a7f83a899858fb5a","b298176f65d64b748c59c4873c629111","58a2742b11b648e1a268f1fff16ad7c0","191ffb8fcf69403b8598f6c1697264bf","1f73df8c582a49ac96cf9b143b9c94d0","9dfdaf0a4bd64c6eb454864e45a6596b","689965daa33040cca62f61f49a04d239","6dc210625ffb41fbb6f572e0b74aa323","00d20a1147eb49c9bb9594f087bd5c43","b2c2a6212686495994824356d1423cb5","71cb9d3610f84f2e810eab94543aafc0","51ad948b76864f31844957864a3575a6","351979e669e346c5b16698558cdad9e8","e438cea71dba4def92c046edc91b4f37","dcd6fadcdf5c473ca1d3d86932e082d3","b8151ad7f8f749eea4185bdbca95704f","c2439779045843a5b811d8cf65d6d294","fafd14bbf9d542f1836e24f206636157","3479cfd595ed4bdebe5d38c6850afa82","2ab21a05c31b447ca3141ed1a1112a8b","e1532cc1232442b1a01a3a005c856eee","b939d68cf0eb4b1f84decae4d4d71293","493a07d5218046d98bd1eafecb1cbbc0","2f10ce334b63429fad2e715e039fec3d","ef0d106d1fd942b6bafc64b930767958","d79f45ce7d2a4fa0831adf1a3aa0f141","39509600f68f4ca5816d5212b9d49811","2b8f4d047c4f46f9b82dc7b552c54f5e","cc34543b6ba44815ab46a053acae5b3b","6b3a290b397547978c0d980c74aa1672","1b7abea0c0974488832f9e66db464154","9bcf9ae627bd4dd8ac555e2ee18331f7","5c4b9b628d134752bb5f910fa4564cf2","69895e2df55d4943b545225311d31355","9dc529d7a03845f3be8636f125fe631c","98a5372edb90492ab407eab5f6575051","84c78ade8a2f4173a201fee236ba5402","1c44259ada604255a8e4c8c7654f815c","e0ecbe918dc84dbf9973054ecee61627","72cb10bb5f064249b8cd88a0b60352d0","76e41852aacf420a8826163de142024d","fcb8c6ba5b864ab5ac501b24ea35e58e","d004452d698944b289a5f2326d1bac02","bdcc67e3729a4c959bf79fb7dae789cf","26f27427af8043da93aac73eebc46766","031a4915bb8f47b6ac1eebd5b62f4c3a","d7efd2a0224546d28f44b0f0d83a5a3e","a069540806de44059b5c37f54803bd4b","8289d1154dd54a2eaf2e850b2c7dd49c","d5e141d07a3c430ebef8726db69bdbf1","27cc51731fcd456084f8207b20c0076a","4d465f46eb9a441cae8b5cfac698e615","e1422ae9280840158d332551827a33b2","e682e475c8ee4bf4a4ab7ceedf2e464b"]},"executionInfo":{"elapsed":5772,"status":"ok","timestamp":1711610145801,"user":{"displayName":"Marcel Garz","userId":"11492880614359963597"},"user_tz":-60},"id":"BZGw1xudpwkp","outputId":"56b81284-3fbc-4f0e-b3e4-50c69bd94b9c"},"outputs":[],"source":["tokenizer = AutoTokenizer.from_pretrained(\"FacebookAI/roberta-base\")\n","\n","# the max_length parameter determines how accurate/fast the model runs\n","def preprocess_function(examples):\n","    return tokenizer(examples[\"0\"], truncation=True, max_length=512)\n","\n","tokenized_data = dataset.map(preprocess_function, batched=True)\n","\n","data_collator = DataCollatorWithPadding(tokenizer=tokenizer)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":104,"referenced_widgets":["1270c81d644343b6a86fa2b68050c2c7","3fb6aa1f8a0048e5b8bad24fc0ada811","3b7bdb926dfe4e5195bb9f92ab428498","6eedf938a6134e6b8f9a84d2a58e85d9","9072b898f8b8407e8293e75de9649bcb","b04e641fb7c4479fa2a87a62700cd300","40dec7fc7e8342048c57b21c88300ae0","3c3b068a778c4e63b0555d987166bd84","1b8d143509b44700a120259772e38f17","3e2a7d9dccc2401aa35a3c08ca2498db","dcc3e7de3e774b7b88b3c712255a2767"]},"executionInfo":{"elapsed":2459,"status":"ok","timestamp":1711610149844,"user":{"displayName":"Marcel Garz","userId":"11492880614359963597"},"user_tz":-60},"id":"we9F4KF63Y7J","outputId":"b33cf9b3-b029-4637-cba7-8feaa1991f30"},"outputs":[],"source":["model = AutoModelForSequenceClassification.from_pretrained(\"FacebookAI/roberta-base\", num_labels=2)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":621},"executionInfo":{"elapsed":453767,"status":"ok","timestamp":1711610617128,"user":{"displayName":"Marcel Garz","userId":"11492880614359963597"},"user_tz":-60},"id":"mogD6y4vn4R4","outputId":"e71600ad-9901-4fc1-91a1-b49b16e07859"},"outputs":[],"source":["training_args = TrainingArguments(\n","    output_dir=\"./results\",\n","    learning_rate=2e-5,\n","    per_device_train_batch_size=8,\n","    per_device_eval_batch_size=8,\n","    num_train_epochs=4,\n","    weight_decay=0.01,\n",")\n","\n","trainer = Trainer(\n","    model=model,\n","    args=training_args,\n","    train_dataset=tokenized_data[\"train\"],\n","    eval_dataset=tokenized_data[\"valid\"],\n","    tokenizer=tokenizer,\n","    data_collator=data_collator,\n",")\n","\n","trainer.train()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":165,"referenced_widgets":["8d3f2b32989a4f03ad4249c0ec216fcd","7856db0ef1f7414ab0df6a730631ebb4","09b1dbe116cd4311b5f05d96c51b837d","2eabaea7bead4a729a194cf420fb0250","fc4a5bf4e1aa4c38b41dbbf259b087c6","9ec590be56334e80a4115b83cb994e98","0c600082cbb742e0972c41d6c46ed056","5e41b1f7f2674e048261f5f3909027eb","1a95a10e8a6646e59c352bb5427f21b1","4c651db2714147d486d6ad8184a4caac","a174aab1f3c747a0a675b30a1aa6900e","222d12833a664f09905ac14af8cda0d7","4339630e394644319e90801c64784a83","a92a11da657249ddb42da66dd941a72e","50a34f7cc22b4cf390f214f13d5079b7","24c8dd8dc96340ddbfe003a905940bdb","62cdeca1bedf43fdbcaabddfe9e4e354","3b668e3bf0a74edcbf49d088332805ba","659c9d1e48104eb487e4b6057792a1c1","573924b53d51444c9d7b8722033a921a","204bfd47e06e4fe5bfaa7fe78fb4b7f1","f096f4631a6f40bd9d9f5ddcf8d5425f","f424cb8287c34276b3104c4e8ed8e67b","a87d64fa15664eb680c14075569c552f","fd979e495a8341ba900a0aee0fad1e4f","61a4f4eedb504613b189276897a7e572","ce756f4efac24c4fbff659924cef525c","5b6d1db068b24726a91b94ae9bedfb2c","433136a62e66482f989197e94fbcf3eb","ac201cc0b3a04283a84697337981cefc","a5fc600fbf754a799309a5c00d67dfe6","e1bdf1efc0b8495491f5043a9fa272fa","884d56865db4480ba7b71341ce17293b"]},"executionInfo":{"elapsed":8515,"status":"ok","timestamp":1711610629877,"user":{"displayName":"Marcel Garz","userId":"11492880614359963597"},"user_tz":-60},"id":"Y5scyKko3hLp","outputId":"4d4b5ae6-6f04-4244-b481-854bb1913726"},"outputs":[],"source":["predictions = trainer.predict(tokenized_data[\"test\"])\n","preds = np.argmax(predictions.predictions, axis=-1)\n","recall = evaluate.load(\"recall\")\n","f1 = evaluate.load(\"f1\")\n","precision = evaluate.load(\"precision\")\n","f1 = f1.compute(predictions=preds, references=predictions.label_ids)\n","recall = recall.compute(predictions=preds, references=predictions.label_ids)\n","precision = precision.compute(predictions=preds, references=predictions.label_ids)\n","print(precision)\n","print(recall)\n","print(f1)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"1majRB8e3i7_"},"outputs":[],"source":["trainer.save_model(\"fine_tuned_model_uncertainty\")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":513,"referenced_widgets":["b4e907c20f20471489ff070b917f1662","d6b5f420321546ed86fca60630a6fd96","ac6cd057c9da4e76ad493b5c3b9b589c","63ce84d9972149a9b6ad318dc1fa3649","65121a39799745a9aabb95b4a1ba0f11","b31c23d2b9d0414b94a71ac316ca6b74","53e7b0c1e9bc41ff895e646f90941142","3e0562405d4547b48e94b33eb3463c2e","6772be8f61784c8b95e3955ec99fc6b8","c151c30b714843cb9c28ce128e01d101","a37684a34e7341a392e3bb3d3f9127e3","2899a50289bc4322b9991781d63e13c2","f99bf7b0c0b149dd81a5e08ff2d19076","1bd78b6213894301a26aacd3a74b87e0","9cf5f2f5aafa4c0ca1deaff5a362273d","75e723db972e437e8cdf331ca651322d","41a3cb3755654739bf77a65bf5378231","d4aa22aa526b480a8d1e17e8ac5d710d","f8abf85a53c04f119fbb567d64578cce","41364ab408534177b999880bbf573175","6fd9b88f84d64bf8950bc14ee3a02dd4","ddf188d79ab94409af1da22eaa90909c","491f0b1551d141d0a8a0c7bbda897018","d1cedebf3d084f31ac10e099ede43d65","99a1d1cfc6114163983f81371801ffe2","5efa7a1461cd4b86b5dbddd5099c7887","0288a310ec7645e2bfb91879c2015e76","3012edf891ba4660bfcfb2c9612af4dd","54eb3f45d72341648e961a5315d193ad","0695a521c21943febb35175f93dd53ca","7a86cf5cca4e4b82a931491824e9e395","33c6be5beeee4b4fbd7d870a9ad70a06","e571b0366c524b70ae7d98a77524c4a0","95d8b40eb7aa4de4bda9d42f484a3b6c","b32191b5f0154de583bc1dd0c0172721","f90bb60ca3374d949cd358adc418d8c5","62d5b1f65f1240a5a622934d29e0c52e","1e6406d482414e54833171ca29ac71a1","b9fbd4d773d34ccd9c4ca0bce6ce7b1b","6f4ccdc2cee24dcaba4bf36b36b0e84a","907f1479b9c2483fa4f250430fafb48a","5a8b5d424cff49298636141f87d5ce74","58052b93bcee447d8548285313e57986","57e6bf0d5aa5452d8f45b506475acf06","0bec4f66831545ee9bf76905abb6bb49","1fc95719b0f344d08a1b12cd91ebefab","b889a14b4d724e25b9e07a7af245493a","342cf94d8f34481b841be907477f64a6","1cf0d5de1dfe4f6aad208463c902fed0","37762dc5c92e43918d557b45856e7fab","7951a0bff55f470e8ebe34a7d7b9b5be","32bf12a8e6ef4cd380241d9f5a0e013c","e1365b561ace4fa584ee67182f95c903","9d188c9897524d21b47e1755f96c5652","14f2a41d6efb4a40bf0655a998ef0184","212f9bd3db4f47d78d1e41c4339420d9","f776e7d47c6140eabe97e7b3e38ad173","adca6b9685ee403c8193f490a438cf4c","38af4127e89a4f08a21ef4a52a180921","b91b6af6bf3d416c83f91677e9323940","f91cdecae9a646a187a307a005bd878a","49d25503fded4fd1a868bb28c36575ac","5a053cde40514ca7aa8352a6ae739e76","edcdd2b24af24f209d7f06692c0cfd44","9c26f91e171341dcbad649b09bf9422f","31c4051b1b5b4288b5c679de6e736bc7","02b498dbfb644eedad50124663c6f585","39d6c6886b904ef99c8b0b6aaf111311","d01a65efd04a4944b1978ade7adfab00","990702d262f648b782135f016e29ed76","37feee4c11df407cb26b6ba3991a9773","95afc635117e46f286f1ce2adfeb47ec","f7593e207ca246bf81b51f612f2c5338","ed5cfc4891014888b1960b4aba85d6a5","cb3af2bd1aaa4c58a150d7794a259ea8","1e502c15967a4ded815ea36c88e2022a","7a9e8d99139b41828099838ed8670d65","cafb773203e3428c8cc1e0ac2beaa752","4aded8764c024719a1433b6024116c51","1b2969e84f5445b2ab22e02183344b40","c21ca1d910c54a6b8714f67f2302b953","dc7e2dc94ef440619237aa4a432b5162","937f573c247441f3b3c0e395cf9a0ffa","617832d2428d4db8b636e41471e677ec","a3aabc640ed5492ea0ba8dd732566e47","1c64e46058804fa89fb364ef1ff35e2d","2500d57edd234664a2b134e262abbdf8","27cc5df377a14031a20de83035909f88","dd2ba218bade46b885ab317a32745c2e","76b883877a6845f2b88156d7a2b57a7f","d47bdc07a941476dba3bf4fa2443f042","6dcee583c6414a5aa33e49664822fb38","1b4b84faa1ac4e2e944ca679922a789a","78cc30b87b9549df8b40fed40077e71e","ce9b4d07c9ca43b49de5b3757ded0e61","863098fbf6a8421d9403d67a764ea15d","28d599676bf545d28df64f511f4ddd76","903c6e392d464bca9e8dba0217809f38","9391424727e04e569acce3eb57dcc2b9","f0f7808e4c3643dc83f7cf9bcd539524","18e9a35e162d4fffb1a2666324a27f96","82fd397508f84796a9c570e07c06cc26","34ff3a03bf894caab3e07660864ee578","0dc318b67c4b4755b1762ccaf0556791","3bf51a4aabb9430a9d5218d528372a59","25c0a63e496d4a1282280db648f7a3dd","05d9d0b87c504c04878ec60e87cddf4e","272481fde17643408378a2e748903c32","04eacee2b73c4a8a83d2678cb13ffdf1","04e698b15d6044199b529732593af2f0"]},"executionInfo":{"elapsed":3773077,"status":"ok","timestamp":1711683695966,"user":{"displayName":"Marcel Garz","userId":"11492880614359963597"},"user_tz":-60},"id":"C-sbNSLz3jgF","outputId":"b9b1ba57-202c-4da8-98a8-3e24c54e2159"},"outputs":[],"source":["# get comments for prediction\n","comments = pd.read_csv(r\"kickstarter_comments.csv\")\n","\n","comments['ID'] = range(1, len(comments) + 1)\n","\n","new_rows = []\n","\n","# Iterate over each row of the DataFrame\n","for index, row in comments.iterrows():\n","    # Split the comment text into sentences\n","    sentences = row['Comment Text'].split('. ')\n","\n","    # Iterate over each sentence\n","    for sentence in sentences:\n","        # Append a new row with the ID and the sentence\n","        new_rows.append({'ID': row['ID'], 'Sentence': sentence})\n","\n","# Create a new DataFrame from the list of new rows\n","new_data = pd.DataFrame(new_rows)\n","\n","comments = pd.merge(new_data, comments, on='ID')\n","\n","text = comments['Sentence'].values.tolist()\n","\n","######## uncertainty\n","tokenizer_uncert = AutoTokenizer.from_pretrained(\"FacebookAI/roberta-base\")\n","\n","# load model\n","fine_tuned_model_uncert = AutoModelForSequenceClassification.from_pretrained(\"fine_tuned_model_uncertainty\", num_labels=2)\n","\n","# set up and run pipeline for inference\n","clf_uncert = pipeline(task=\"text-classification\", model=fine_tuned_model_uncert, tokenizer=tokenizer_uncert, truncation=True, device=0, max_length=512)\n","answer_uncert = clf_uncert(text)\n","\n","# export\n","answer_uncert = pd.DataFrame(answer_uncert)\n","answer_uncert = answer_uncert.rename(columns={'label': 'label_uncertainty', 'score': 'score_uncertainty'})\n","predictions = pd.concat([comments.reset_index(drop=True), answer_uncert], axis=1)\n","\n","\n","######## sentiment\n","tokenizer_sent = AutoTokenizer.from_pretrained(\"cardiffnlp/twitter-roberta-base-sentiment-latest\")\n","\n","# load model\n","fine_tuned_model_sent = AutoModelForSequenceClassification.from_pretrained(\"cardiffnlp/twitter-roberta-base-sentiment-latest\")\n","\n","# set up and run pipeline for inference\n","clf_sent = pipeline(task=\"text-classification\", model=fine_tuned_model_sent, tokenizer=tokenizer_sent, truncation=True, device=0, max_length=512)\n","answer_sent = clf_sent(text)\n","\n","# export\n","answer_sent = pd.DataFrame(answer_sent)\n","answer_sent = answer_sent.rename(columns={'label': 'label_sentiment', 'score': 'score_sentiment'})\n","predictions = pd.concat([predictions.reset_index(drop=True), answer_sent], 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